{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a3f76b5",
   "metadata": {},
   "source": [
    "https://stackoverflow.com/questions/26089893/understanding-numpys-einsum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d9eb8ab6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-14T14:42:24.287504Z",
     "start_time": "2023-10-14T14:42:23.000871Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20f1fa35",
   "metadata": {},
   "source": [
    "## basics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fc4d19f",
   "metadata": {},
   "source": [
    "- 适用于 ndarray（numpy） 以及 tensor（pytorch） 对应的矩阵操作，更灵活，更 general\n",
    "- 工作原理，通过操作 index(axis/dim) 来匹配矩阵操作\n",
    "    - 三个准则\n",
    "        - 在不同输入（输入：`->` 左侧，逗号分割）之间重复出现的索引表示沿着该维度进行乘法\n",
    "            - `ik,kj->ij`（这里的 `k`，作为第一个矩阵的行，第二个矩阵的列）\n",
    "        - 只出现在输入中（未出现在输出中）的索引表示在这一维度上的求和（reduce）\n",
    "            - `ik,kj->ij`（这里的 `k`）\n",
    "        - 输出中（`->`右侧）维度的顺序可以是任意的，可以很方面地进行 permute\n",
    "            - `ik,kj->ji`（进一步对输出进行转置）\n",
    "    - $C=A\\cdot B$\n",
    "        - $C_{ij}=\\sum_kA_{ik}B_{kj}$\n",
    "            - $A$ 的第 `i` 行，$B$ 的第 `j` 列；\n",
    "        - einsum way：$C_{ij}=A_{ik}B_{kj}$\n",
    "\n",
    "- 常见经典操作：\n",
    "    - permutation\n",
    "        - 'ij->ji'\n",
    "    - summation\n",
    "        - 'ij->': all sum\n",
    "        - row/column sum\n",
    "            - 'ij->i': row sum\n",
    "            - 'ij->j': column sum\n",
    "            \n",
    "    - (batch) matrix multi\n",
    "        - matrix - vector multi: ''\n",
    "        - matrix - matrix\n",
    "        \n",
    "    - element-wise mult (Hadamard product)\n",
    "\n",
    "    - inner/outer product\n",
    "        - 'i,i->': inner product\n",
    "        - 'i,j->ij': outer product\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "360493ab",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-14T14:42:37.649343Z",
     "start_time": "2023-10-14T14:42:37.639084Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./imgs/numpy_einsum.png', width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f30f612",
   "metadata": {},
   "source": [
    "## numpy demo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1166746",
   "metadata": {},
   "source": [
    "### basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "755d682d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:20:58.528230Z",
     "start_time": "2023-07-26T12:20:58.521109Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 'i->'\n",
    "x = np.asarray([1, 2, 3])\n",
    "sum_x = np.einsum('i->', x)\n",
    "assert sum_x == 6\n",
    "# 'ijk->kji'\n",
    "x = np.random.rand(2, 3, 4)\n",
    "np.alltrue(np.einsum('ijk->jki', x) == x.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24c1ff7d",
   "metadata": {},
   "source": [
    "### `ik,kj->ij`：矩阵乘法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2d4d88cb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:17:32.982886Z",
     "start_time": "2023-07-26T12:17:32.968348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.8764075 , 0.44507204],\n",
       "       [1.58530436, 1.19667538],\n",
       "       [1.43782141, 0.84566376]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(43)\n",
    "\n",
    "A = np.random.rand(3, 5)\n",
    "B = np.random.rand(5, 2)\n",
    "\n",
    "C1 = np.zeros((3, 2))\n",
    "\n",
    "# print(A.dot(B))\n",
    "\n",
    "for i in range(3):\n",
    "    for j in range(2):\n",
    "        total = 0\n",
    "        for k in range(5):\n",
    "             total += A[i, k] * B[k, j]\n",
    "        C1[i, j] = total\n",
    "C1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "3fd0590f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:35:09.990501Z",
     "start_time": "2023-07-26T12:35:09.983988Z"
    }
   },
   "outputs": [],
   "source": [
    "# ik: A\n",
    "# kj: B\n",
    "# i,j: free indices，外层循环\n",
    "# k: summation index，内层循环，被 reduce 掉的\n",
    "C2 = np.einsum('ik,kj->ij', A, B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b287a77d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:17:36.338102Z",
     "start_time": "2023-07-26T12:17:36.329119Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.alltrue(C1 == C2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e960cd",
   "metadata": {},
   "source": [
    "### `i,j->ij`：向量外积（outer product）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f00f42e",
   "metadata": {},
   "source": [
    "$$\n",
    "out[i, j] = a[i] * b[j]\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e217b03e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:14:43.028278Z",
     "start_time": "2023-07-26T12:14:43.015463Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.72231527, 0.39663104, 0.6658378 ],\n",
       "       [0.53486475, 0.29369996, 0.49304395],\n",
       "       [0.3235543 , 0.17766713, 0.29825575],\n",
       "       [0.40759539, 0.22381499, 0.37572571],\n",
       "       [0.2989778 , 0.16417191, 0.27560088]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.random.rand(5)\n",
    "b = np.random.rand(3)\n",
    "c1 = np.outer(a, b)\n",
    "# i, j: free indices, used in output\n",
    "# summation index: None\n",
    "c2 = np.einsum('i,j->ij', a, b)\n",
    "np.alltrue(c1 == c2)\n",
    "c2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1434f988",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:17:54.068780Z",
     "start_time": "2023-07-26T12:17:54.055403Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.72231527, 0.39663104, 0.6658378 ],\n",
       "       [0.53486475, 0.29369996, 0.49304395],\n",
       "       [0.3235543 , 0.17766713, 0.29825575],\n",
       "       [0.40759539, 0.22381499, 0.37572571],\n",
       "       [0.2989778 , 0.16417191, 0.27560088]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = np.zeros((5, 3))\n",
    "for i in range(5):\n",
    "    for j in range(3):\n",
    "        total = 0\n",
    "        # no sum loop\n",
    "        total += a[i]*b[j]\n",
    "        c[i, j] = total\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d8abfdc",
   "metadata": {},
   "source": [
    "## torch demo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c778cba",
   "metadata": {},
   "source": [
    "### permutation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1891d92b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:24:43.819377Z",
     "start_time": "2023-07-26T12:24:43.804409Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.2547, 0.2151, 0.2986],\n",
      "        [0.4207, 0.0754, 0.6783]])\n",
      "tensor([[0.2547, 0.4207],\n",
      "        [0.2151, 0.0754],\n",
      "        [0.2986, 0.6783]])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = torch.rand((2, 3))\n",
    "print(x)\n",
    "x_t = torch.einsum('ij->ji', x)\n",
    "print(x_t)\n",
    "torch.equal(x.transpose(1, 0), x_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ce826ee",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:29:06.523371Z",
     "start_time": "2023-07-26T12:29:06.512644Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.2547, 0.2151, 0.2986],\n",
       "        [0.4207, 0.0754, 0.6783]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "048441cb",
   "metadata": {},
   "source": [
    "### summation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e9aba3eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:33:19.068873Z",
     "start_time": "2023-07-26T12:33:19.058142Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.equal(torch.einsum('ij->', x), x.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f4e04b7c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:29:52.401452Z",
     "start_time": "2023-07-26T12:29:52.390498Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.equal(torch.einsum('ij->i', x), x.sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a273a7e7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:30:02.190729Z",
     "start_time": "2023-07-26T12:30:02.180235Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.equal(torch.einsum('ij->j', x), x.sum(axis=0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ef32653",
   "metadata": {},
   "source": [
    "### multiplication"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b41f57d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:36:19.191583Z",
     "start_time": "2023-07-26T12:36:19.175611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.4256, 0.7571])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# matrix - vector\n",
    "v = torch.rand(3)\n",
    "torch.einsum('ij,j->i', x, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "0ff798c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:37:06.546901Z",
     "start_time": "2023-07-26T12:37:06.527701Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.4256],\n",
       "        [0.7571]])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x @ v.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "5c2885ca",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:39:40.918425Z",
     "start_time": "2023-07-26T12:39:40.906456Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.2843],\n",
       "        [0.4031]])"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# matrix - vector\n",
    "v = torch.rand((1, 3))\n",
    "torch.einsum('ij,kj->ik', x, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "185eaf7e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:39:48.644532Z",
     "start_time": "2023-07-26T12:39:48.634274Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.2843],\n",
      "        [0.4031]])\n",
      "tensor([[0.2843],\n",
      "        [0.4031]])\n"
     ]
    }
   ],
   "source": [
    "print(x @ v.transpose(1, 0))\n",
    "print(x.mm(v.t()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "09a7808f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:40:18.054178Z",
     "start_time": "2023-07-26T12:40:18.042192Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.5181],\n",
       "        [0.7715]])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# matrix - vector\n",
    "v = torch.rand((3, 1))\n",
    "torch.einsum('ij,jk->ik', x, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "6708ab14",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:40:19.662260Z",
     "start_time": "2023-07-26T12:40:19.651224Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.5181],\n",
       "        [0.7715]])"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x @ v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fd46be62",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:40:52.936387Z",
     "start_time": "2023-07-26T12:40:52.924786Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.2003, 0.3259],\n",
       "        [0.3259, 0.6428]])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# matrix\n",
    "torch.einsum('ij,kj->ik', x, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "68f2e102",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:41:01.159901Z",
     "start_time": "2023-07-26T12:41:01.141412Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.2003, 0.3259],\n",
       "        [0.3259, 0.6428]])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.mm(x.t())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "297510c7",
   "metadata": {},
   "source": [
    "### inner/outer product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "5d1ae7bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:42:48.398532Z",
     "start_time": "2023-07-26T12:42:48.386270Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.2003)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('i,i->', x[0], x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "3c7c0aed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:42:59.563564Z",
     "start_time": "2023-07-26T12:42:59.550736Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.2003)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.sum(x[0]*x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "523edb20",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:43:52.779996Z",
     "start_time": "2023-07-26T12:43:52.767614Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.0649, 0.0548, 0.0761],\n",
       "        [0.0548, 0.0463, 0.0642],\n",
       "        [0.0761, 0.0642, 0.0892]])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('i,j->ij', x[0], x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1029a815",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:43:54.471959Z",
     "start_time": "2023-07-26T12:43:54.452314Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.0649, 0.0548, 0.0761],\n",
       "        [0.0548, 0.0463, 0.0642],\n",
       "        [0.0761, 0.0642, 0.0892]])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.outer(x[0], x[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cab0f7d",
   "metadata": {},
   "source": [
    "### dot product with matrix "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "6ad0f18e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:45:32.733366Z",
     "start_time": "2023-07-26T12:45:32.721467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.8431)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('ij,ij->', x, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "f83a83b0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:49:51.935694Z",
     "start_time": "2023-07-26T12:49:51.923433Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.8431)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.sum(x * x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38aa7744",
   "metadata": {},
   "source": [
    "### Hadamard product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "b0180e67",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:55:29.725450Z",
     "start_time": "2023-07-26T12:55:29.712900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[8.3350e-01, 4.9147e-01, 1.3135e-01, 5.5694e-05, 5.1112e-01],\n",
       "        [2.4599e-01, 3.7869e-01, 3.2668e-03, 7.1125e-01, 1.5709e-01],\n",
       "        [3.9248e-01, 1.3680e-01, 8.6527e-01, 8.2573e-01, 9.8124e-04],\n",
       "        [6.5214e-02, 7.0714e-04, 7.6283e-01, 4.7111e-01, 2.5561e-02],\n",
       "        [9.6552e-01, 7.8141e-01, 5.8040e-01, 2.6186e-01, 5.5733e-01]])"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('ij,ij->ij', x, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "c9c7bf83",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:55:34.226888Z",
     "start_time": "2023-07-26T12:55:34.215382Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[8.3350e-01, 4.9147e-01, 1.3135e-01, 5.5694e-05, 5.1112e-01],\n",
       "        [2.4599e-01, 3.7869e-01, 3.2668e-03, 7.1125e-01, 1.5709e-01],\n",
       "        [3.9248e-01, 1.3680e-01, 8.6527e-01, 8.2573e-01, 9.8124e-04],\n",
       "        [6.5214e-02, 7.0714e-04, 7.6283e-01, 4.7111e-01, 2.5561e-02],\n",
       "        [9.6552e-01, 7.8141e-01, 5.8040e-01, 2.6186e-01, 5.5733e-01]])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x * x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ec15709",
   "metadata": {},
   "source": [
    "### batch mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "26f2508a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:57:48.604358Z",
     "start_time": "2023-07-26T12:57:48.588059Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[0.7476, 1.2334, 0.7442],\n",
       "         [0.7805, 1.3598, 0.9277]],\n",
       "\n",
       "        [[0.9196, 0.4849, 1.2628],\n",
       "         [1.1046, 0.6893, 1.6264]],\n",
       "\n",
       "        [[0.9355, 2.0841, 1.8561],\n",
       "         [0.5296, 1.4321, 1.2054]],\n",
       "\n",
       "        [[1.0077, 1.3104, 0.8044],\n",
       "         [0.7875, 0.7498, 0.6341]]])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1 = torch.rand(4, 2, 5)\n",
    "x2 = torch.rand(4, 5, 3)\n",
    "x1.bmm(x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "ab3d2f5c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:58:14.053583Z",
     "start_time": "2023-07-26T12:58:14.044722Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[0.7476, 1.2334, 0.7442],\n",
       "         [0.7805, 1.3598, 0.9277]],\n",
       "\n",
       "        [[0.9196, 0.4849, 1.2628],\n",
       "         [1.1046, 0.6893, 1.6264]],\n",
       "\n",
       "        [[0.9355, 2.0841, 1.8561],\n",
       "         [0.5296, 1.4321, 1.2054]],\n",
       "\n",
       "        [[1.0077, 1.3104, 0.8044],\n",
       "         [0.7875, 0.7498, 0.6341]]])"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('ijk,ikm->ijm', x1, x2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd8e8d0",
   "metadata": {},
   "source": [
    "## misc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf177916",
   "metadata": {},
   "source": [
    "### `ii->i`：diagonal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb457e99",
   "metadata": {},
   "source": [
    "- 00->0\n",
    "- 11->1\n",
    "- 22->2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "b0c21a80",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:52:02.033607Z",
     "start_time": "2023-07-26T12:52:02.018956Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.9130, 0.7010, 0.3624, 0.0075, 0.7149],\n",
      "        [0.4960, 0.6154, 0.0572, 0.8434, 0.3964],\n",
      "        [0.6265, 0.3699, 0.9302, 0.9087, 0.0313],\n",
      "        [0.2554, 0.0266, 0.8734, 0.6864, 0.1599],\n",
      "        [0.9826, 0.8840, 0.7618, 0.5117, 0.7465]])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([0.9130, 0.6154, 0.9302, 0.6864, 0.7465])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = torch.rand((5, 5))\n",
    "print(x)\n",
    "torch.einsum('ii->i', x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7201f46",
   "metadata": {},
   "source": [
    "### `ii->`: trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "e6a67604",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T13:03:48.563019Z",
     "start_time": "2023-07-26T13:03:48.548245Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[1, 3, 1],\n",
      "        [3, 2, 3],\n",
      "        [0, 0, 2]])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor(5)"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = torch.randint(0, 4, (3, 3))\n",
    "print(x)\n",
    "torch.einsum('ii->', x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6ac1b8e",
   "metadata": {},
   "source": [
    "### `ijij->ij`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d5907f4",
   "metadata": {},
   "source": [
    "- 先 squeeze 再取对角"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "3e3dc3b9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:52:30.095061Z",
     "start_time": "2023-07-26T12:52:30.083007Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 0,  1,  2,  3,  4,  5]],\n",
       "\n",
       "         [[ 6,  7,  8,  9, 10, 11]],\n",
       "\n",
       "         [[12, 13, 14, 15, 16, 17]],\n",
       "\n",
       "         [[18, 19, 20, 21, 22, 23]],\n",
       "\n",
       "         [[24, 25, 26, 27, 28, 29]],\n",
       "\n",
       "         [[30, 31, 32, 33, 34, 35]]]])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.arange(36).reshape(1, 6, 1, 6)   \n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "38625e94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-07-26T12:52:45.012197Z",
     "start_time": "2023-07-26T12:52:45.000692Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0,  7, 14, 21, 28, 35]])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.einsum('ijij->ij', X)"
   ]
  }
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